From the Lab Category 21 Articles

Commerce.

Technical deep-dives, AI strategy, and engineering perspectives from the team building autonomous systems.

Sep 29, 2026 Commerce

Google's Holiday 2026 Agentic Checkout Update: What It Means for Headless Merchants

Google Shopping published a fresh round of agentic commerce updates this month aimed squarely at the 2026 holiday season, building directly on the Universal Cart it introduced at I/O in May, a single cart that follows a shopper across Search, Gemini, YouTube, and Gmail. This is not a new standard to evaluate from scratch, it is Google extending an existing agentic surface with holiday specific checkout tooling, and it arrives while Contra Collective's clients are already juggling Shopify's default agent checkout and the Stripe backed Agentic Commerce Protocol. This post covers what actually shipped, how it relates to those other two agentic checkout paths, and what a headless merchant should verify before Q4 traffic hits.

Sep 20, 2026 Commerce

Shopify Winter 2026 Editions: The Variant Limit Jump to 2048 and What Else Plus Merchants Need to Prioritize

Shopify's Winter 2026 Editions shipped with more than 150 new features, and three are worth a Plus merchant's actual attention over the rest of the list. The product variant limit rises to 2048, up from the prior ceiling that forced large catalogs into workarounds. Native A/B testing arrives through a feature called Rollouts, moving experimentation into the core platform instead of a third party app. And B2B checkout gains real approval workflows, letting a buyer submit an order that requires manager signoff or budget validation before it completes. Here is what each change actually means operationally, not just what the release notes say.

Aug 7, 2026 Commerce

Tapcart vs Vajro vs Shopney: Native Mobile App Builders for Shopify Plus (2026)

A native mobile app is not a second website. It is a separate headless storefront that reads the same Shopify catalog and cart through the Storefront API, ships through Apple and Google review, and pushes notifications a browser cannot. That framing matters, because the decision between Tapcart, Vajro, and Shopney is less about template galleries and more about which one fits your integration surface, your app store operational load, and your brand size. Tapcart is the enterprise default with the deepest integration ecosystem and the price to match. Vajro sits in the mid market with live selling and aggressive pricing. Shopney serves smaller catalogs with strong support and a lower floor. Here is how they differ where it counts, and how to choose without repainting the app a year in.

Apr 13, 2026 Commerce

Klarna vs Afterpay: BNPL Platforms for E-commerce Merchants in 2026

Buy now, pay later is no longer a novelty checkout option; it is now a baseline expectation for a significant segment of online shoppers. Klarna and Afterpay are the two most prominent BNPL platforms available to Shopify Plus and enterprise e-commerce merchants, but they serve different customer profiles, carry different fee structures, and create different integration and operational realities for your team. This breakdown gives you what you need to make the right call.